{"id":"W2096061250","doi":"10.1002/cjce.5450800507","title":"Gas—Liquid Mass Transfer Coefficient in Stirred Tank Reactors","year":2002,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":84,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sparging; Mass transfer coefficient; Impeller; Mass transfer; Dispersion (optics); Analytical Chemistry (journal); Continuous stirred-tank reactor; Thermodynamics; Chemistry; Agitator; Materials science; Mechanics; Chromatography; Physics; Optics; Physical chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001241036,0.000502128,0.0007404262,0.000717475,0.0003476075,0.0006085612,0.0009444899,0.0004175032,0.0006593811],"category_scores_gemma":[0.001804845,0.0003073757,0.0004972353,0.001001341,0.0004134862,0.00085215,0.0003427478,0.0006737393,0.0004866728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001324973,"about_ca_system_score_gemma":0.000618195,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006320752,"about_ca_topic_score_gemma":0.004028422,"domain_scores_codex":[0.9992501,0.0001501761,0.00003855576,0.0001694552,0.0003055233,0.0000861064],"domain_scores_gemma":[0.9991903,0.0004440747,0.0000939554,0.00004184722,0.0001939093,0.00003588316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005915498,0.00005962806,0.002126921,0.0002179578,0.00003276363,0.00007687864,0.00008572826,0.0128945,0.9744228,0.0004887466,0.0002116042,0.00879091],"study_design_scores_gemma":[0.00005985541,0.0002802237,0.003175929,0.0000106116,0.00003231921,0.00005017153,0.00002519229,0.05240232,0.9423407,0.0002932837,0.0012985,0.00003082971],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624333,0.002646492,0.03233212,0.00009914814,0.00004040424,0.00003611314,0.0004758654,0.0006025404,0.001333928],"genre_scores_gemma":[0.9934592,0.0006230164,0.004643553,0.00001489868,0.000005930673,0.00002452145,0.0004105038,0.00002286584,0.0007953146],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006320752,"threshold_uncertainty_score":0.01256794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006440366519925789,"score_gpt":0.1530583338823643,"score_spread":0.1466179673624385,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}